Pandas Profiling Report

Dataset info

Number of variables	79
Number of observations	18147
Missing cells	0 (0.0%)
Duplicate rows	0 (0.0%)
Total size in memory	10.9 MiB
Average record size in memory	632.0 B

Variables types

Numeric	37
Categorical	7
Boolean	0
Date	0
URL	0
Text (Unique)	0
Rejected	35
Unsupported	0

Warnings

`CAM` is highly correlated with `BallControl` (ρ = 0.96195)	Rejected
`CB` has 2025 (11.2%) zeros	Zeros
`CDM` is highly correlated with `CB` (ρ = 0.98076)	Rejected
`CF` is highly correlated with `CAM` (ρ = 0.99746)	Rejected
`Club` has a high cardinality: 652 distinct values	Warning
`CM` is highly correlated with `CF` (ρ = 0.97222)	Rejected
`Dribbling` is highly correlated with `CM` (ρ = 0.90335)	Rejected
`GKHandling` is highly correlated with `GKDiving` (ρ = 0.97028)	Rejected
`GKKicking` is highly correlated with `GKHandling` (ρ = 0.96526)	Rejected
`GKPositioning` is highly correlated with `GKKicking` (ρ = 0.96434)	Rejected
`GKReflexes` is highly correlated with `GKPositioning` (ρ = 0.97014)	Rejected
`LAM` is highly correlated with `Dribbling` (ρ = 0.94812)	Rejected
`LB` is highly correlated with `CM` (ρ = 0.92673)	Rejected
`LCB` is highly correlated with `LB` (ρ = 0.97804)	Rejected
`LCM` is highly correlated with `LB` (ρ = 0.92673)	Rejected
`LDM` is highly correlated with `LCM` (ρ = 0.93478)	Rejected
`LF` is highly correlated with `LCM` (ρ = 0.97222)	Rejected
`LM` is highly correlated with `LF` (ρ = 0.99411)	Rejected
`LS` is highly correlated with `LM` (ρ = 0.983)	Rejected
`LW` is highly correlated with `LS` (ρ = 0.9869)	Rejected
`LWB` is highly correlated with `LM` (ρ = 0.91001)	Rejected
`Name` has a high cardinality: 17140 distinct values	Warning
`Nationality` has a high cardinality: 164 distinct values	Warning
`Positioning` is highly correlated with `LW` (ρ = 0.90182)	Rejected
`RAM` is highly correlated with `LW` (ρ = 0.99698)	Rejected
`RB` is highly correlated with `LWB` (ρ = 0.99632)	Rejected
`RCB` is highly correlated with `RB` (ρ = 0.97804)	Rejected
`RCM` is highly correlated with `RB` (ρ = 0.92673)	Rejected
`RDM` is highly correlated with `RCM` (ρ = 0.93478)	Rejected
`RF` is highly correlated with `RCM` (ρ = 0.97222)	Rejected
`RM` is highly correlated with `RF` (ρ = 0.99411)	Rejected
`RS` is highly correlated with `RM` (ρ = 0.983)	Rejected
`RW` is highly correlated with `RS` (ρ = 0.9869)	Rejected
`RWB` is highly correlated with `RM` (ρ = 0.91001)	Rejected
`ShortPassing` is highly correlated with `RCM` (ρ = 0.92548)	Rejected
`SlidingTackle` is highly correlated with `Interceptions` (ρ = 0.92826)	Rejected
`SprintSpeed` is highly correlated with `Acceleration` (ρ = 0.92193)	Rejected
`ST` is highly correlated with `RW` (ρ = 0.9869)	Rejected
`StandingTackle` is highly correlated with `SlidingTackle` (ρ = 0.97466)	Rejected
`Value_in_Pounds` has 240 (< 0.1%) zeros	Zeros
`Wage_in_Pounds` has 229 (< 0.1%) zeros	Zeros

index
Numeric

Distinct count	18147
Unique (%)	100.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9089.2
Minimum	0
Maximum	18206
Zeros (%)	< 0.1%

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Quantile statistics

Minimum	0
5-th percentile	907.3
Q1	4536.5
Median	9076
Q3	13662
95-th percentile	17296
Maximum	18206
Range	18206
Interquartile range	9126

Descriptive statistics

Standard deviation	5257.9
Coef of variation	0.57848
Kurtosis	-1.1997
Mean	9089.2
MAD	4552.2
Skewness	0.0052415
Sum	1.6494e+08
Variance	2.7646e+07
Memory size	141.9 KiB

Value	Count	Frequency (%)
1	2047	11.3%
1	6822	37.6%
1	10912	60.1%
1	8865	48.9%
1	15010	82.7%
1	12963	71.4%
1	2724	15.0%
1	677	< 0.1%
1	4775	26.3%
1	4759	26.2%
Other values (18137)	164872877	908540.7%

Minimum 5 values

Value	Count	Frequency (%)
1	2047	11.3%
1	6822	37.6%
1	10912	60.1%
1	8865	48.9%
1	15010	82.7%

Maximum 5 values

Value	Count	Frequency (%)
1	2047	11.3%
1	6822	37.6%
1	10912	60.1%
1	8865	48.9%
1	15010	82.7%

Acceleration
Numeric

Distinct count	86
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	64.613
Minimum	12
Maximum	97
Zeros (%)	0.0%

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Quantile statistics

Minimum	12
5-th percentile	34
Q1	57
Median	67
Q3	75
95-th percentile	85
Maximum	97
Range	85
Interquartile range	18

Descriptive statistics

Standard deviation	14.93
Coef of variation	0.23107
Kurtosis	0.4689
Mean	64.613
MAD	11.565
Skewness	-0.81526
Sum	1.1725e+06
Variance	222.91
Memory size	141.9 KiB

Value	Count	Frequency (%)
69	759	< 0.1%
68	740	< 0.1%
67	684	< 0.1%
74	614	< 0.1%
66	607	< 0.1%
65	568	< 0.1%
75	568	< 0.1%
72	549	< 0.1%
73	527	< 0.1%
78	527	< 0.1%
Other values (76)	12004	66.1%

Minimum 5 values

Value	Count	Frequency (%)
12	1	< 0.1%
13	2	< 0.1%
14	3	< 0.1%
15	17	< 0.1%
16	13	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	2	< 0.1%
96	2	< 0.1%
95	8	< 0.1%
94	25	< 0.1%
93	41	< 0.1%

Age
Numeric

Distinct count	29
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	25.121
Minimum	16
Maximum	45
Zeros (%)	0.0%

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Quantile statistics

Minimum	16
5-th percentile	18
Q1	21
Median	25
Q3	28
95-th percentile	33
Maximum	45
Range	29
Interquartile range	7

Descriptive statistics

Standard deviation	4.6698
Coef of variation	0.18589
Kurtosis	-0.46077
Mean	25.121
MAD	3.8591
Skewness	0.39123
Sum	4.5587e+05
Variance	21.807
Memory size	141.9 KiB

Value	Count	Frequency (%)
21	1420	7.8%
26	1380	7.6%
24	1355	7.5%
22	1335	7.4%
23	1326	7.3%
25	1312	7.2%
20	1236	6.8%
27	1158	6.4%
28	1099	6.1%
19	1021	5.6%
Other values (19)	5505	30.3%

Minimum 5 values

Value	Count	Frequency (%)
16	42	< 0.1%
17	287	< 0.1%
18	732	< 0.1%
19	1021	5.6%
20	1236	6.8%

Maximum 5 values

Value	Count	Frequency (%)
45	1	< 0.1%
44	2	< 0.1%
42	1	< 0.1%
41	5	< 0.1%
40	13	< 0.1%

Aggression
Numeric

Distinct count	85
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	55.876
Minimum	11
Maximum	95
Zeros (%)	0.0%

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Quantile statistics

Minimum	11
5-th percentile	24
Q1	44
Median	59
Q3	69
95-th percentile	80
Maximum	95
Range	84
Interquartile range	25

Descriptive statistics

Standard deviation	17.367
Coef of variation	0.3108
Kurtosis	-0.62969
Mean	55.876
MAD	14.352
Skewness	-0.43296
Sum	1.014e+06
Variance	301.6
Memory size	141.9 KiB

Value	Count	Frequency (%)
65	516	< 0.1%
68	514	< 0.1%
70	489	< 0.1%
60	464	< 0.1%
58	458	< 0.1%
55	432	< 0.1%
62	427	< 0.1%
72	427	< 0.1%
66	424	< 0.1%
59	421	< 0.1%
Other values (75)	13575	74.8%

Minimum 5 values

Value	Count	Frequency (%)
11	5	< 0.1%
12	12	< 0.1%
13	17	< 0.1%
14	11	< 0.1%
15	25	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	1	< 0.1%
94	8	< 0.1%
93	3	< 0.1%
92	16	< 0.1%
91	13	< 0.1%

Agility
Numeric

Distinct count	81
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	63.501
Minimum	14
Maximum	96
Zeros (%)	0.0%

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Quantile statistics

Minimum	14
5-th percentile	34
Q1	55
Median	66
Q3	74
95-th percentile	85
Maximum	96
Range	82
Interquartile range	19

Descriptive statistics

Standard deviation	14.769
Coef of variation	0.23258
Kurtosis	-0.069583
Mean	63.501
MAD	11.718
Skewness	-0.59918
Sum	1.1524e+06
Variance	218.12
Memory size	141.9 KiB

Value	Count	Frequency (%)
68	600	< 0.1%
70	567	< 0.1%
72	565	< 0.1%
69	556	< 0.1%
66	550	< 0.1%
71	543	< 0.1%
67	542	< 0.1%
73	535	< 0.1%
74	522	< 0.1%
65	520	< 0.1%
Other values (71)	12647	69.7%

Minimum 5 values

Value	Count	Frequency (%)
14	1	< 0.1%
15	1	< 0.1%
18	4	< 0.1%
19	6	< 0.1%
20	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	1	< 0.1%
95	4	< 0.1%
94	19	< 0.1%
93	38	< 0.1%
92	64	< 0.1%

Balance
Numeric

Distinct count	81
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	63.964
Minimum	16
Maximum	96
Zeros (%)	0.0%

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Quantile statistics

Minimum	16
5-th percentile	36
Q1	56
Median	66
Q3	74
95-th percentile	84
Maximum	96
Range	80
Interquartile range	18

Descriptive statistics

Standard deviation	14.136
Coef of variation	0.221
Kurtosis	0.094367
Mean	63.964
MAD	11.153
Skewness	-0.58368
Sum	1.1608e+06
Variance	199.83
Memory size	141.9 KiB

Value	Count	Frequency (%)
68	604	< 0.1%
70	594	< 0.1%
66	589	< 0.1%
65	589	< 0.1%
67	587	< 0.1%
69	574	< 0.1%
71	559	< 0.1%
72	548	< 0.1%
74	533	< 0.1%
73	524	< 0.1%
Other values (71)	12446	68.6%

Minimum 5 values

Value	Count	Frequency (%)
16	3	< 0.1%
17	3	< 0.1%
18	3	< 0.1%
19	3	< 0.1%
20	7	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	5	< 0.1%
95	7	< 0.1%
94	23	< 0.1%
93	42	< 0.1%
92	60	< 0.1%

BallControl
Numeric

Distinct count	90
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	58.375
Minimum	5
Maximum	96
Zeros (%)	0.0%

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Quantile statistics

Minimum	5
5-th percentile	19
Q1	54
Median	63
Q3	69
95-th percentile	77
Maximum	96
Range	91
Interquartile range	15

Descriptive statistics

Standard deviation	16.686
Coef of variation	0.28584
Kurtosis	1.0317
Mean	58.375
MAD	12.336
Skewness	-1.2684
Sum	1.0593e+06
Variance	278.41
Memory size	141.9 KiB

Value	Count	Frequency (%)
65	807	< 0.1%
64	777	< 0.1%
66	733	< 0.1%
62	732	< 0.1%
68	721	< 0.1%
63	711	< 0.1%
67	704	< 0.1%
60	642	< 0.1%
70	633	< 0.1%
61	589	< 0.1%
Other values (80)	11098	61.2%

Minimum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
8	2	< 0.1%
9	5	< 0.1%
10	47	< 0.1%
11	59	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	1	< 0.1%
95	2	< 0.1%
94	3	< 0.1%
93	2	< 0.1%
92	4	< 0.1%

Body_Type
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

Normal	10590
Lean	6415
Stocky	1142

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Frequency
Composition

Value	Count	Frequency (%)
Normal	10590	58.4%
Lean	6415	35.4%
Stocky	1142	6.3%

Max length	6
Mean length	5.293
Min length	4
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

CAM
Highly correlated

This variable is highly correlated with BallControl and should be ignored for analysis

Correlation	0.96195

CB
Numeric

Distinct count	64
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	51.204
Minimum	0
Maximum	90
Zeros (%)	11.2%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	44
Median	57
Q3	66
95-th percentile	74
Maximum	90
Range	90
Interquartile range	22

Descriptive statistics

Standard deviation	21.245
Coef of variation	0.41491
Kurtosis	1.0589
Mean	51.204
MAD	15.877
Skewness	-1.3257
Sum	9.2919e+05
Variance	451.36
Memory size	141.9 KiB

Value	Count	Frequency (%)
0	2025	11.2%
65	637	< 0.1%
64	625	< 0.1%
66	595	< 0.1%
67	585	< 0.1%
63	573	< 0.1%
68	535	< 0.1%
62	504	< 0.1%
70	484	< 0.1%
69	481	< 0.1%
Other values (54)	11103	61.2%

Minimum 5 values

Value	Count	Frequency (%)
0	2025	11.2%
27	1	< 0.1%
29	8	< 0.1%
30	13	< 0.1%
31	22	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
90	2	< 0.1%
89	1	< 0.1%
88	3	< 0.1%
87	8	< 0.1%
86	9	< 0.1%

CDM
Highly correlated

This variable is highly correlated with CB and should be ignored for analysis

Correlation	0.98076

CF
Highly correlated

This variable is highly correlated with CAM and should be ignored for analysis

Correlation	0.99746

Club
Categorical

Distinct count	652
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

No Club	229
Wolverhampton Wanderers	33
Manchester City	33
Other values (649)	17852

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Frequency
Composition

Value	Count	Frequency (%)
No Club	229	< 0.1%
Wolverhampton Wanderers	33	< 0.1%
Manchester City	33	< 0.1%
Cardiff City	33	< 0.1%
Valencia CF	33	< 0.1%
Liverpool	33	< 0.1%
Burnley	33	< 0.1%
Arsenal	33	< 0.1%
Rayo Vallecano	33	< 0.1%
RC Celta	33	< 0.1%
Other values (642)	17621	> 99.9%

Max length	35
Mean length	13.36
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

CM
Highly correlated

This variable is highly correlated with CF and should be ignored for analysis

Correlation	0.97222

Composure
Numeric

Distinct count	84
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	58.651
Minimum	3
Maximum	96
Zeros (%)	0.0%

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Quantile statistics

Minimum	3
5-th percentile	39
Q1	51
Median	60
Q3	67
95-th percentile	76
Maximum	96
Range	93
Interquartile range	16

Descriptive statistics

Standard deviation	11.437
Coef of variation	0.195
Kurtosis	0.21499
Mean	58.651
MAD	9.0895
Skewness	-0.38141
Sum	1.0643e+06
Variance	130.81
Memory size	141.9 KiB

Value	Count	Frequency (%)
60	743	< 0.1%
58	698	< 0.1%
62	690	< 0.1%
65	689	< 0.1%
55	664	< 0.1%
64	641	< 0.1%
59	616	< 0.1%
63	600	< 0.1%
68	593	< 0.1%
66	560	< 0.1%
Other values (74)	11653	64.2%

Minimum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
12	3	< 0.1%
13	3	< 0.1%
14	1	< 0.1%
15	3	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	1	< 0.1%
95	1	< 0.1%
94	1	< 0.1%
93	2	< 0.1%
92	1	< 0.1%

Crossing
Numeric

Distinct count	89
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	49.738
Minimum	5
Maximum	93
Zeros (%)	0.0%

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Quantile statistics

Minimum	5
5-th percentile	13
Q1	38
Median	54
Q3	64
95-th percentile	74
Maximum	93
Range	88
Interquartile range	26

Descriptive statistics

Standard deviation	18.364
Coef of variation	0.36922
Kurtosis	-0.54251
Mean	49.738
MAD	15.162
Skewness	-0.59486
Sum	9.026e+05
Variance	337.25
Memory size	141.9 KiB

Value	Count	Frequency (%)
62	528	< 0.1%
65	528	< 0.1%
60	518	< 0.1%
59	507	< 0.1%
64	496	< 0.1%
58	491	< 0.1%
63	465	< 0.1%
61	446	< 0.1%
55	431	< 0.1%
66	429	< 0.1%
Other values (79)	13308	73.3%

Minimum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
6	3	< 0.1%
7	9	< 0.1%
8	23	< 0.1%
9	39	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
93	1	< 0.1%
92	1	< 0.1%
91	4	< 0.1%
90	3	< 0.1%
89	2	< 0.1%

Curve
Numeric

Distinct count	89
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	47.176
Minimum	6
Maximum	94
Zeros (%)	0.0%

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Quantile statistics

Minimum	6
5-th percentile	13
Q1	34
Median	48
Q3	62
95-th percentile	75
Maximum	94
Range	88
Interquartile range	28

Descriptive statistics

Standard deviation	18.396
Coef of variation	0.38994
Kurtosis	-0.74363
Mean	47.176
MAD	15.281
Skewness	-0.23878
Sum	8.5611e+05
Variance	338.41
Memory size	141.9 KiB

Value	Count	Frequency (%)
58	400	< 0.1%
48	391	< 0.1%
45	391	< 0.1%
60	376	< 0.1%
49	369	< 0.1%
64	368	< 0.1%
55	367	< 0.1%
42	363	< 0.1%
65	361	< 0.1%
59	352	< 0.1%
Other values (79)	14409	79.4%

Minimum 5 values

Value	Count	Frequency (%)
6	4	< 0.1%
7	4	< 0.1%
8	11	< 0.1%
9	41	< 0.1%
10	147	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%
91	1	< 0.1%
90	6	< 0.1%

Dribbling
Highly correlated

This variable is highly correlated with CM and should be ignored for analysis

Correlation	0.90335

Finishing
Numeric

Distinct count	93
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	45.55
Minimum	2
Maximum	95
Zeros (%)	0.0%

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Quantile statistics

Minimum	2
5-th percentile	11
Q1	30
Median	49
Q3	62
95-th percentile	73
Maximum	95
Range	93
Interquartile range	32

Descriptive statistics

Standard deviation	19.527
Coef of variation	0.4287
Kurtosis	-0.97271
Mean	45.55
MAD	16.774
Skewness	-0.30097
Sum	8.266e+05
Variance	381.32
Memory size	141.9 KiB

Value	Count	Frequency (%)
58	462	< 0.1%
59	433	< 0.1%
62	430	< 0.1%
60	427	< 0.1%
65	423	< 0.1%
66	401	< 0.1%
64	399	< 0.1%
57	384	< 0.1%
61	382	< 0.1%
55	374	< 0.1%
Other values (83)	14032	77.3%

Minimum 5 values

Value	Count	Frequency (%)
2	2	< 0.1%
4	5	< 0.1%
5	80	< 0.1%
6	95	< 0.1%
7	115	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	1	< 0.1%
94	2	< 0.1%
93	2	< 0.1%
92	1	< 0.1%
91	2	< 0.1%

FKAccuracy
Numeric

Distinct count	90
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	42.866
Minimum	3
Maximum	94
Zeros (%)	0.0%

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Quantile statistics

Minimum	3
5-th percentile	13
Q1	31
Median	41
Q3	57
95-th percentile	72
Maximum	94
Range	91
Interquartile range	26

Descriptive statistics

Standard deviation	17.48
Coef of variation	0.40778
Kurtosis	-0.71855
Mean	42.866
MAD	14.43
Skewness	0.10183
Sum	7.7789e+05
Variance	305.55
Memory size	141.9 KiB

Value	Count	Frequency (%)
42	485	< 0.1%
40	478	< 0.1%
32	473	< 0.1%
35	458	< 0.1%
39	441	< 0.1%
34	436	< 0.1%
30	422	< 0.1%
38	407	< 0.1%
31	395	< 0.1%
33	392	< 0.1%
Other values (80)	13760	75.8%

Minimum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	1	< 0.1%
6	3	< 0.1%
7	8	< 0.1%
8	20	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%
91	1	< 0.1%
90	2	< 0.1%

GKDiving
Numeric

Distinct count	71
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	16.617
Minimum	1
Maximum	90
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	6
Q1	8
Median	11
Q3	14
95-th percentile	66
Maximum	90
Range	89
Interquartile range	6

Descriptive statistics

Standard deviation	17.699
Coef of variation	1.0651
Kurtosis	4.4439
Mean	16.617
MAD	10.881
Skewness	2.4407
Sum	3.0155e+05
Variance	313.24
Memory size	141.9 KiB

Value	Count	Frequency (%)
8	1616	8.9%
9	1586	8.7%
7	1579	8.7%
12	1574	8.7%
14	1563	8.6%
10	1563	8.6%
13	1550	8.5%
11	1499	8.3%
6	1305	7.2%
15	1234	6.8%
Other values (61)	3078	17.0%

Minimum 5 values

Value	Count	Frequency (%)
1	27	< 0.1%
2	6	< 0.1%
3	19	< 0.1%
4	27	< 0.1%
5	388	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
90	3	< 0.1%
88	3	< 0.1%
87	3	< 0.1%
86	4	< 0.1%
85	8	< 0.1%

GKHandling
Highly correlated

This variable is highly correlated with GKDiving and should be ignored for analysis

Correlation	0.97028

GKKicking
Highly correlated

This variable is highly correlated with GKHandling and should be ignored for analysis

Correlation	0.96526

GKPositioning
Highly correlated

This variable is highly correlated with GKKicking and should be ignored for analysis

Correlation	0.96434

GKReflexes
Highly correlated

This variable is highly correlated with GKPositioning and should be ignored for analysis

Correlation	0.97014

HeadingAccuracy
Numeric

Distinct count	91
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	52.301
Minimum	4
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	4
5-th percentile	13
Q1	44
Median	56
Q3	64
95-th percentile	75
Maximum	94
Range	90
Interquartile range	20

Descriptive statistics

Standard deviation	17.382
Coef of variation	0.33234
Kurtosis	0.29251
Mean	52.301
MAD	13.398
Skewness	-0.88539
Sum	9.491e+05
Variance	302.13
Memory size	141.9 KiB

Value	Count	Frequency (%)
58	646	< 0.1%
59	571	< 0.1%
60	571	< 0.1%
55	565	< 0.1%
62	528	< 0.1%
65	509	< 0.1%
61	485	< 0.1%
64	483	< 0.1%
54	480	< 0.1%
57	471	< 0.1%
Other values (81)	12838	70.7%

Minimum 5 values

Value	Count	Frequency (%)
4	2	< 0.1%
5	3	< 0.1%
6	2	< 0.1%
7	7	< 0.1%
8	20	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	2	< 0.1%
93	3	< 0.1%
92	3	< 0.1%
91	4	< 0.1%
90	6	< 0.1%

Height_in_Cms
Numeric

Distinct count	21
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	181.26
Minimum	154.94
Maximum	205.74
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	154.94
5-th percentile	170.18
Q1	175.26
Median	180.34
Q3	185.42
95-th percentile	193.04
Maximum	205.74
Range	50.8
Interquartile range	10.16

Descriptive statistics

Standard deviation	6.7303
Coef of variation	0.037131
Kurtosis	-0.22839
Mean	181.26
MAD	5.4921
Skewness	-0.015806
Sum	3.2893e+06
Variance	45.297
Memory size	141.9 KiB

Value	Count	Frequency (%)
182.88	2880	15.9%
177.8	2479	13.7%
175.26	2234	12.3%
180.34	2156	11.9%
187.96	2015	11.1%
185.42	1907	10.5%
190.5	989	5.4%
172.72	946	5.2%
170.18	903	< 0.1%
193.04	749	< 0.1%
Other values (11)	889	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
154.94	3	< 0.1%
157.48	5	< 0.1%
160.02	18	< 0.1%
162.56	30	< 0.1%
165.1	145	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
205.74	2	< 0.1%
203.2	10	< 0.1%
200.66	21	< 0.1%
198.12	93	< 0.1%
195.58	246	< 0.1%

Interceptions
Numeric

Distinct count	89
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	46.703
Minimum	3
Maximum	92
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	3
5-th percentile	13
Q1	26
Median	52
Q3	64
95-th percentile	75
Maximum	92
Range	89
Interquartile range	38

Descriptive statistics

Standard deviation	20.697
Coef of variation	0.44317
Kurtosis	-1.2642
Mean	46.703
MAD	18.38
Skewness	-0.26862
Sum	8.4752e+05
Variance	428.38
Memory size	141.9 KiB

Value	Count	Frequency (%)
62	508	< 0.1%
66	505	< 0.1%
65	492	< 0.1%
63	476	< 0.1%
64	465	< 0.1%
60	428	< 0.1%
68	408	< 0.1%
58	401	< 0.1%
67	389	< 0.1%
22	373	< 0.1%
Other values (79)	13702	75.5%

Minimum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	1	< 0.1%
5	6	< 0.1%
6	46	< 0.1%
7	46	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
92	2	< 0.1%
90	3	< 0.1%
89	3	< 0.1%
88	5	< 0.1%
87	12	< 0.1%

International_Reputation
Numeric

Distinct count	5
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.1133
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	1
Q3	1
95-th percentile	2
Maximum	5
Range	4
Interquartile range	0

Descriptive statistics

Standard deviation	0.39415
Coef of variation	0.35404
Kurtosis	18.946
Mean	1.1133
MAD	0.20628
Skewness	4.0589
Sum	20203
Variance	0.15535
Memory size	141.9 KiB

Value	Count	Frequency (%)
1	16520	91.0%
2	1261	6.9%
3	309	< 0.1%
4	51	< 0.1%
5	6	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	16520	91.0%
2	1261	6.9%
3	309	< 0.1%
4	51	< 0.1%
5	6	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
5	6	< 0.1%
4	51	< 0.1%
3	309	< 0.1%
2	1261	6.9%
1	16520	91.0%

Jersey_Number
Numeric

Distinct count	99
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	19.546
Minimum	1
Maximum	99
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
Median	17
Q3	26
95-th percentile	44
Maximum	99
Range	98
Interquartile range	18

Descriptive statistics

Standard deviation	15.948
Coef of variation	0.81591
Kurtosis	7.1353
Mean	19.546
MAD	11.099
Skewness	2.1855
Sum	3.547e+05
Variance	254.33
Memory size	141.9 KiB

Value	Count	Frequency (%)
8	612	< 0.1%
7	604	< 0.1%
10	593	< 0.1%
11	590	< 0.1%
6	586	< 0.1%
5	579	< 0.1%
9	577	< 0.1%
4	573	< 0.1%
20	568	< 0.1%
1	566	< 0.1%
Other values (89)	12299	67.8%

Minimum 5 values

Value	Count	Frequency (%)
1	566	< 0.1%
2	519	< 0.1%
3	547	< 0.1%
4	573	< 0.1%
5	579	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
99	70	< 0.1%
98	21	< 0.1%
97	16	< 0.1%
96	13	< 0.1%
95	12	< 0.1%

Jumping
Numeric

Distinct count	74
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	65.091
Minimum	15
Maximum	95
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	15
5-th percentile	43
Q1	58
Median	66
Q3	73
95-th percentile	83
Maximum	95
Range	80
Interquartile range	15

Descriptive statistics

Standard deviation	11.822
Coef of variation	0.18163
Kurtosis	0.32456
Mean	65.091
MAD	9.2695
Skewness	-0.45465
Sum	1.1812e+06
Variance	139.77
Memory size	141.9 KiB

Value	Count	Frequency (%)
70	718	< 0.1%
72	650	< 0.1%
68	647	< 0.1%
71	630	< 0.1%
65	625	< 0.1%
63	623	< 0.1%
67	621	< 0.1%
73	616	< 0.1%
64	600	< 0.1%
69	592	< 0.1%
Other values (64)	11825	65.2%

Minimum 5 values

Value	Count	Frequency (%)
15	1	< 0.1%
16	1	< 0.1%
22	1	< 0.1%
23	1	< 0.1%
26	4	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	1	< 0.1%
94	5	< 0.1%
93	18	< 0.1%
92	45	< 0.1%
91	75	< 0.1%

LAM
Highly correlated

This variable is highly correlated with Dribbling and should be ignored for analysis

Correlation	0.94812

LB
Highly correlated

This variable is highly correlated with CM and should be ignored for analysis

Correlation	0.92673

LCB
Highly correlated

This variable is highly correlated with LB and should be ignored for analysis

Correlation	0.97804

LCM
Highly correlated

This variable is highly correlated with LB and should be ignored for analysis

Correlation	0.92673

LDM
Highly correlated

This variable is highly correlated with LCM and should be ignored for analysis

Correlation	0.93478

LF
Highly correlated

This variable is highly correlated with LCM and should be ignored for analysis

Correlation	0.97222

LM
Highly correlated

This variable is highly correlated with LF and should be ignored for analysis

Correlation	0.99411

LongPassing
Numeric

Distinct count	84
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	52.721
Minimum	9
Maximum	93
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	9
5-th percentile	23
Q1	43
Median	56
Q3	64
95-th percentile	74
Maximum	93
Range	84
Interquartile range	21

Descriptive statistics

Standard deviation	15.325
Coef of variation	0.29068
Kurtosis	-0.37408
Mean	52.721
MAD	12.47
Skewness	-0.59667
Sum	9.5674e+05
Variance	234.86
Memory size	141.9 KiB

Value	Count	Frequency (%)
62	625	< 0.1%
59	603	< 0.1%
58	602	< 0.1%
63	598	< 0.1%
60	593	< 0.1%
64	564	< 0.1%
65	557	< 0.1%
55	537	< 0.1%
57	510	< 0.1%
61	508	< 0.1%
Other values (74)	12450	68.6%

Minimum 5 values

Value	Count	Frequency (%)
9	3	< 0.1%
10	3	< 0.1%
11	11	< 0.1%
12	18	< 0.1%
13	22	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
93	1	< 0.1%
91	1	< 0.1%
90	2	< 0.1%
89	4	< 0.1%
88	2	< 0.1%

LongShots
Numeric

Distinct count	92
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	47.113
Minimum	3
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	3
5-th percentile	12
Q1	33
Median	51
Q3	62
95-th percentile	73
Maximum	94
Range	91
Interquartile range	29

Descriptive statistics

Standard deviation	19.263
Coef of variation	0.40887
Kurtosis	-0.82061
Mean	47.113
MAD	16.27
Skewness	-0.43247
Sum	8.5496e+05
Variance	371.07
Memory size	141.9 KiB

Value	Count	Frequency (%)
59	507	< 0.1%
58	496	< 0.1%
62	485	< 0.1%
65	436	< 0.1%
55	435	< 0.1%
64	430	< 0.1%
60	408	< 0.1%
56	401	< 0.1%
52	394	< 0.1%
63	385	< 0.1%
Other values (82)	13770	75.9%

Minimum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	6	< 0.1%
5	84	< 0.1%
6	110	< 0.1%
7	107	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	1	< 0.1%
93	2	< 0.1%
92	2	< 0.1%
91	2	< 0.1%
90	2	< 0.1%

LS
Highly correlated

This variable is highly correlated with LM and should be ignored for analysis

Correlation	0.983

LW
Highly correlated

This variable is highly correlated with LS and should be ignored for analysis

Correlation	0.9869

LWB
Highly correlated

This variable is highly correlated with LM and should be ignored for analysis

Correlation	0.91001

Marking
Numeric

Distinct count	92
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	47.286
Minimum	3
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	3
5-th percentile	13
Q1	30
Median	53
Q3	64
95-th percentile	74
Maximum	94
Range	91
Interquartile range	34

Descriptive statistics

Standard deviation	19.9
Coef of variation	0.42085
Kurtosis	-1.0917
Mean	47.286
MAD	17.395
Skewness	-0.36305
Sum	8.581e+05
Variance	396.03
Memory size	141.9 KiB

Value	Count	Frequency (%)
60	572	< 0.1%
62	549	< 0.1%
65	525	< 0.1%
64	485	< 0.1%
58	466	< 0.1%
55	453	< 0.1%
63	428	< 0.1%
66	427	< 0.1%
59	424	< 0.1%
68	419	< 0.1%
Other values (82)	13399	73.8%

Minimum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	1	< 0.1%
5	16	< 0.1%
6	29	< 0.1%
7	53	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%
91	2	< 0.1%
90	9	< 0.1%

Name
Categorical

Distinct count	17140
Unique (%)	94.5%
Missing (%)	0.0%
Missing (n)	0

J. Rodríguez	11
Paulinho	8
J. Williams	7
Other values (17137)	18121

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
J. Rodríguez	11	< 0.1%
Paulinho	8	< 0.1%
J. Williams	7	< 0.1%
R. Williams	7	< 0.1%
J. Valencia	6	< 0.1%
J. Hernández	6	< 0.1%
Felipe	6	< 0.1%
J. Gómez	6	< 0.1%
M. Pedersen	5	< 0.1%
J. Martínez	5	< 0.1%
Other values (17130)	18080	> 99.9%

Max length	22
Mean length	10.018
Min length	2
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

Nationality
Categorical

Distinct count	164
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

England	1657
Germany	1195
Spain	1071
Other values (161)	14224

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
England	1657	9.1%
Germany	1195	6.6%
Spain	1071	5.9%
Argentina	936	5.2%
France	911	5.0%
Brazil	825	< 0.1%
Italy	699	< 0.1%
Colombia	616	< 0.1%
Japan	478	< 0.1%
Netherlands	452	< 0.1%
Other values (154)	9307	51.3%

Max length	20
Mean length	7.6258
Min length	4
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

Overall
Numeric

Distinct count	48
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	66.254
Minimum	46
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	46
5-th percentile	54
Q1	62
Median	66
Q3	71
95-th percentile	77
Maximum	94
Range	48
Interquartile range	9

Descriptive statistics

Standard deviation	6.9133
Coef of variation	0.10435
Kurtosis	0.095135
Mean	66.254
MAD	5.4469
Skewness	0.062948
Sum	1.2023e+06
Variance	47.794
Memory size	141.9 KiB

Value	Count	Frequency (%)
66	1162	6.4%
67	1117	6.2%
64	1091	6.0%
65	1044	5.8%
68	1034	5.7%
63	1002	5.5%
69	973	5.4%
70	888	< 0.1%
62	830	< 0.1%
71	783	< 0.1%
Other values (38)	8223	45.3%

Minimum 5 values

Value	Count	Frequency (%)
46	1	< 0.1%
47	20	< 0.1%
48	32	< 0.1%
49	36	< 0.1%
50	103	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	2	< 0.1%
92	1	< 0.1%
91	6	< 0.1%
90	5	< 0.1%
89	11	< 0.1%

Penalties
Numeric

Distinct count	87
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	48.546
Minimum	5
Maximum	92
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	5
5-th percentile	18
Q1	39
Median	49
Q3	60
95-th percentile	72
Maximum	92
Range	87
Interquartile range	21

Descriptive statistics

Standard deviation	15.703
Coef of variation	0.32347
Kurtosis	-0.34715
Mean	48.546
MAD	12.707
Skewness	-0.35494
Sum	8.8097e+05
Variance	246.59
Memory size	141.9 KiB

Value	Count	Frequency (%)
45	492	< 0.1%
55	487	< 0.1%
49	480	< 0.1%
48	473	< 0.1%
58	470	< 0.1%
59	467	< 0.1%
60	452	< 0.1%
50	444	< 0.1%
44	426	< 0.1%
40	419	< 0.1%
Other values (77)	13537	74.6%

Minimum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
7	1	< 0.1%
8	4	< 0.1%
9	6	< 0.1%
10	52	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
92	1	< 0.1%
91	1	< 0.1%
90	6	< 0.1%
89	3	< 0.1%
88	7	< 0.1%

Position
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

M	7589
D	5866
F	2667

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
M	7589	41.8%
D	5866	32.3%
F	2667	14.7%
GK	2025	11.2%

Max length	2
Mean length	1.1116
Min length	1
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Positioning
Highly correlated

This variable is highly correlated with LW and should be ignored for analysis

Correlation	0.90182

Potential
Numeric

Distinct count	47
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	71.324
Minimum	48
Maximum	95
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	48
5-th percentile	62
Q1	67
Median	71
Q3	75
95-th percentile	82
Maximum	95
Range	47
Interquartile range	8

Descriptive statistics

Standard deviation	6.1323
Coef of variation	0.085978
Kurtosis	0.039079
Mean	71.324
MAD	4.9046
Skewness	0.26547
Sum	1.2943e+06
Variance	37.605
Memory size	141.9 KiB

Value	Count	Frequency (%)
70	1197	6.6%
69	1170	6.4%
71	1140	6.3%
68	1134	6.2%
72	1120	6.2%
73	1050	5.8%
74	1015	5.6%
66	991	5.5%
67	987	5.4%
75	951	5.2%
Other values (37)	7392	40.7%

Minimum 5 values

Value	Count	Frequency (%)
48	2	< 0.1%
50	2	< 0.1%
51	2	< 0.1%
52	10	< 0.1%
53	6	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	1	< 0.1%
94	3	< 0.1%
93	4	< 0.1%
92	9	< 0.1%
91	12	< 0.1%

Preferred_Foot
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

Right	13938
Left	4209

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
Right	13938	76.8%
Left	4209	23.2%

Max length	5
Mean length	4.7681
Min length	4
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

RAM
Highly correlated

This variable is highly correlated with LW and should be ignored for analysis

Correlation	0.99698

RB
Highly correlated

This variable is highly correlated with LWB and should be ignored for analysis

Correlation	0.99632

RCB
Highly correlated

This variable is highly correlated with RB and should be ignored for analysis

Correlation	0.97804

RCM
Highly correlated

This variable is highly correlated with RB and should be ignored for analysis

Correlation	0.92673

RDM
Highly correlated

This variable is highly correlated with RCM and should be ignored for analysis

Correlation	0.93478

Reactions
Numeric

Distinct count	68
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	61.839
Minimum	21
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	21
5-th percentile	47
Q1	56
Median	62
Q3	68
95-th percentile	76
Maximum	96
Range	75
Interquartile range	12

Descriptive statistics

Standard deviation	9.0111
Coef of variation	0.14572
Kurtosis	0.057535
Mean	61.839
MAD	7.1724
Skewness	-0.11443
Sum	1.1222e+06
Variance	81.199
Memory size	141.9 KiB

Value	Count	Frequency (%)
64	862	< 0.1%
65	861	< 0.1%
60	833	< 0.1%
62	820	< 0.1%
63	811	< 0.1%
66	733	< 0.1%
58	716	< 0.1%
68	709	< 0.1%
67	701	< 0.1%
61	699	< 0.1%
Other values (58)	10402	57.3%

Minimum 5 values

Value	Count	Frequency (%)
21	1	< 0.1%
30	5	< 0.1%
31	5	< 0.1%
32	6	< 0.1%
33	12	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	1	< 0.1%
95	1	< 0.1%
94	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%

RF
Highly correlated

This variable is highly correlated with RCM and should be ignored for analysis

Correlation	0.97222

RM
Highly correlated

This variable is highly correlated with RF and should be ignored for analysis

Correlation	0.99411

RS
Highly correlated

This variable is highly correlated with RM and should be ignored for analysis

Correlation	0.983

RW
Highly correlated

This variable is highly correlated with RS and should be ignored for analysis

Correlation	0.9869

RWB
Highly correlated

This variable is highly correlated with RM and should be ignored for analysis

Correlation	0.91001

ShortPassing
Highly correlated

This variable is highly correlated with RCM and should be ignored for analysis

Correlation	0.92548

ShotPower
Numeric

Distinct count	92
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	55.465
Minimum	2
Maximum	95
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	21
Q1	45
Median	59
Q3	68
95-th percentile	78
Maximum	95
Range	93
Interquartile range	23

Descriptive statistics

Standard deviation	17.236
Coef of variation	0.31075
Kurtosis	-0.33467
Mean	55.465
MAD	13.949
Skewness	-0.68055
Sum	1.0065e+06
Variance	297.06
Memory size	141.9 KiB

Value	Count	Frequency (%)
68	573	< 0.1%
70	558	< 0.1%
65	552	< 0.1%
62	541	< 0.1%
66	515	< 0.1%
60	497	< 0.1%
64	491	< 0.1%
63	472	< 0.1%
58	471	< 0.1%
59	462	< 0.1%
Other values (82)	13015	71.7%

Minimum 5 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	1	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
8	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	1	< 0.1%
94	1	< 0.1%
93	1	< 0.1%
92	3	< 0.1%
91	2	< 0.1%

Skill_Moves
Numeric

Distinct count	5
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.3615
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	2
Q3	3
95-th percentile	4
Maximum	5
Range	4
Interquartile range	1

Descriptive statistics

Standard deviation	0.75627
Coef of variation	0.32025
Kurtosis	-0.088176
Mean	2.3615
MAD	0.64473
Skewness	0.14951
Sum	42854
Variance	0.57195
Memory size	141.9 KiB

Value	Count	Frequency (%)
2	8556	47.1%
3	6598	36.4%
1	2025	11.2%
4	917	5.1%
5	51	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	2025	11.2%
2	8556	47.1%
3	6598	36.4%
4	917	5.1%
5	51	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
5	51	< 0.1%
4	917	5.1%
3	6598	36.4%
2	8556	47.1%
1	2025	11.2%

SlidingTackle
Highly correlated

This variable is highly correlated with Interceptions and should be ignored for analysis

Correlation	0.92826

SprintSpeed
Highly correlated

This variable is highly correlated with Acceleration and should be ignored for analysis

Correlation	0.92193

ST
Highly correlated

This variable is highly correlated with RW and should be ignored for analysis

Correlation	0.9869

Stamina
Numeric

Distinct count	85
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	63.222
Minimum	12
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	12
5-th percentile	29
Q1	56
Median	66
Q3	74
95-th percentile	84
Maximum	96
Range	84
Interquartile range	18

Descriptive statistics

Standard deviation	15.896
Coef of variation	0.25144
Kurtosis	0.48183
Mean	63.222
MAD	12.196
Skewness	-0.91567
Sum	1.1473e+06
Variance	252.69
Memory size	141.9 KiB

Value	Count	Frequency (%)
68	694	< 0.1%
69	668	< 0.1%
67	630	< 0.1%
72	611	< 0.1%
65	587	< 0.1%
74	577	< 0.1%
66	573	< 0.1%
70	571	< 0.1%
75	556	< 0.1%
64	549	< 0.1%
Other values (75)	12131	66.8%

Minimum 5 values

Value	Count	Frequency (%)
12	1	< 0.1%
13	2	< 0.1%
14	9	< 0.1%
15	4	< 0.1%
16	22	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	3	< 0.1%
95	2	< 0.1%
94	7	< 0.1%
93	27	< 0.1%
92	58	< 0.1%

StandingTackle
Highly correlated

This variable is highly correlated with SlidingTackle and should be ignored for analysis

Correlation	0.97466

Strength
Numeric

Distinct count	74
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	65.319
Minimum	17
Maximum	97
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	17
5-th percentile	41
Q1	58
Median	67
Q3	74
95-th percentile	84
Maximum	97
Range	80
Interquartile range	16

Descriptive statistics

Standard deviation	12.552
Coef of variation	0.19217
Kurtosis	0.058545
Mean	65.319
MAD	9.9178
Skewness	-0.46821
Sum	1.1853e+06
Variance	157.56
Memory size	141.9 KiB

Value	Count	Frequency (%)
68	678	< 0.1%
67	626	< 0.1%
65	623	< 0.1%
69	605	< 0.1%
70	596	< 0.1%
73	569	< 0.1%
72	569	< 0.1%
64	564	< 0.1%
66	561	< 0.1%
75	540	< 0.1%
Other values (64)	12216	67.3%

Minimum 5 values

Value	Count	Frequency (%)
17	1	< 0.1%
24	2	< 0.1%
25	2	< 0.1%
26	4	< 0.1%
27	4	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	1	< 0.1%
95	3	< 0.1%
94	14	< 0.1%
93	29	< 0.1%
92	58	< 0.1%

Value_in_Pounds
Numeric

Distinct count	217
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.4177e+06
Minimum	0
Maximum	1.185e+08
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	90000
Q1	3e+05
Median	6.75e+05
Q3	2e+06
95-th percentile	1e+07
Maximum	1.185e+08
Range	1.185e+08
Interquartile range	1.7e+06

Descriptive statistics

Standard deviation	5.6028e+06
Coef of variation	2.3174
Kurtosis	76.644
Mean	2.4177e+06
MAD	2.7661e+06
Skewness	7.06
Sum	4.3875e+10
Variance	3.1392e+13
Memory size	141.9 KiB

Value	Count	Frequency (%)
1.1e+06	431	< 0.1%
3.75e+05	366	< 0.1%
4.25e+05	349	< 0.1%
3.25e+05	344	< 0.1%
4.5e+05	340	< 0.1%
5.25e+05	336	< 0.1%
1.2e+06	324	< 0.1%
3.5e+05	323	< 0.1%
4e+05	321	< 0.1%
1e+06	318	< 0.1%
Other values (207)	14695	81.0%

Minimum 5 values

Value	Count	Frequency (%)
0	240	< 0.1%
10000	15	< 0.1%
20000	21	< 0.1%
30000	23	< 0.1%
40000	65	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1.185e+08	1	< 0.1%
1.105e+08	1	< 0.1%
1.02e+08	1	< 0.1%
9.3e+07	1	< 0.1%
8.9e+07	1	< 0.1%

Vision
Numeric

Distinct count	85
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	53.408
Minimum	10
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	10
5-th percentile	29
Q1	44
Median	55
Q3	64
95-th percentile	74
Maximum	94
Range	84
Interquartile range	20

Descriptive statistics

Standard deviation	14.147
Coef of variation	0.26488
Kurtosis	-0.35113
Mean	53.408
MAD	11.524
Skewness	-0.35152
Sum	9.6919e+05
Variance	200.13
Memory size	141.9 KiB

Value	Count	Frequency (%)
58	595	< 0.1%
55	565	< 0.1%
60	541	< 0.1%
59	536	< 0.1%
62	513	< 0.1%
65	507	< 0.1%
64	498	< 0.1%
53	471	< 0.1%
63	469	< 0.1%
52	469	< 0.1%
Other values (75)	12983	71.5%

Minimum 5 values

Value	Count	Frequency (%)
10	6	< 0.1%
11	20	< 0.1%
12	20	< 0.1%
13	17	< 0.1%
14	24	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	2	< 0.1%
93	1	< 0.1%
92	2	< 0.1%
91	3	< 0.1%
90	1	< 0.1%

Volleys
Numeric

Distinct count	87
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	42.912
Minimum	4
Maximum	90
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	4
5-th percentile	12
Q1	30
Median	44
Q3	57
95-th percentile	70
Maximum	90
Range	86
Interquartile range	27

Descriptive statistics

Standard deviation	17.696
Coef of variation	0.41237
Kurtosis	-0.71608
Mean	42.912
MAD	14.697
Skewness	-0.1489
Sum	7.7873e+05
Variance	313.14
Memory size	141.9 KiB

Value	Count	Frequency (%)
49	402	< 0.1%
59	387	< 0.1%
48	386	< 0.1%
58	382	< 0.1%
45	373	< 0.1%
42	369	< 0.1%
43	368	< 0.1%
55	359	< 0.1%
52	356	< 0.1%
54	354	< 0.1%
Other values (77)	14411	79.4%

Minimum 5 values

Value	Count	Frequency (%)
4	7	< 0.1%
5	90	< 0.1%
6	101	< 0.1%
7	110	< 0.1%
8	137	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
90	5	< 0.1%
89	1	< 0.1%
88	3	< 0.1%
87	5	< 0.1%
86	7	< 0.1%

Wage_in_Pounds
Numeric

Distinct count	144
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9759
Minimum	0
Maximum	5.65e+05
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	1000
Q1	1000
Median	3000
Q3	9000
95-th percentile	39000
Maximum	5.65e+05
Range	5.65e+05
Interquartile range	8000

Descriptive statistics

Standard deviation	22030
Coef of variation	2.2574
Kurtosis	100.43
Mean	9759
MAD	10527
Skewness	7.8952
Sum	1.771e+08
Variance	4.8533e+08
Memory size	141.9 KiB

Value	Count	Frequency (%)
1000	4873	26.9%
2000	2814	15.5%
3000	1851	10.2%
4000	1255	6.9%
5000	867	< 0.1%
6000	682	< 0.1%
7000	488	< 0.1%
8000	423	< 0.1%
9000	328	< 0.1%
10000	319	< 0.1%
Other values (134)	4247	23.4%

Minimum 5 values

Value	Count	Frequency (%)
0	229	< 0.1%
1000	4873	26.9%
2000	2814	15.5%
3000	1851	10.2%
4000	1255	6.9%

Maximum 5 values

Value	Count	Frequency (%)
5.65e+05	1	< 0.1%
4.55e+05	1	< 0.1%
4.2e+05	1	< 0.1%
4.05e+05	1	< 0.1%
3.8e+05	1	< 0.1%

Weak_Foot
Numeric

Distinct count	5
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.9472
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
Median	3
Q3	3
95-th percentile	4
Maximum	5
Range	4
Interquartile range	0

Descriptive statistics

Standard deviation	0.6605
Coef of variation	0.22411
Kurtosis	0.65823
Mean	2.9472
MAD	0.4264
Skewness	0.13862
Sum	53482
Variance	0.43626
Memory size	141.9 KiB

Value	Count	Frequency (%)
3	11341	62.5%
2	3760	20.7%
4	2659	14.7%
5	229	< 0.1%
1	158	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	158	< 0.1%
2	3760	20.7%
3	11341	62.5%
4	2659	14.7%
5	229	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
5	229	< 0.1%
4	2659	14.7%
3	11341	62.5%
2	3760	20.7%
1	158	< 0.1%

Weight_in_Pounds
Numeric

Distinct count	57
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	165.98
Minimum	110
Maximum	243
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	110
5-th percentile	141
Q1	154
Median	165
Q3	176
95-th percentile	194
Maximum	243
Range	133
Interquartile range	22

Descriptive statistics

Standard deviation	15.593
Coef of variation	0.093946
Kurtosis	0.091979
Mean	165.98
MAD	12.422
Skewness	0.21642
Sum	3.0121e+06
Variance	243.15
Memory size	141.9 KiB

Value	Count	Frequency (%)
165	1483	8.2%
154	1437	7.9%
176	1041	5.7%
172	985	5.4%
159	945	5.2%
161	936	5.2%
163	901	< 0.1%
170	860	< 0.1%
168	835	< 0.1%
174	704	< 0.1%
Other values (47)	8020	44.2%

Minimum 5 values

Value	Count	Frequency (%)
110	2	< 0.1%
115	1	< 0.1%
117	6	< 0.1%
119	4	< 0.1%
121	10	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
243	1	< 0.1%
236	2	< 0.1%
234	1	< 0.1%
229	1	< 0.1%
227	2	< 0.1%

Work_Rate
Categorical

Distinct count	9
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

Medium/ Medium	9804
High/ Medium	3170
Medium/ High	1690
Other values (6)	3483

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
Medium/ Medium	9804	54.0%
High/ Medium	3170	17.5%
Medium/ High	1690	9.3%
High/ High	1015	5.6%
Medium/ Low	849	< 0.1%
High/ Low	697	< 0.1%
Low/ Medium	449	< 0.1%
Low/ High	439	< 0.1%
Low/ Low	34	< 0.1%

Max length	14
Mean length	12.702
Min length	8
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

Matrix

Count

First rows

	Acceleration	Age	Aggression	Agility	Balance	BallControl	Body_Type	CAM	CB	CDM	CF	Club	CM	Composure	Crossing	Curve	Dribbling	Finishing	FKAccuracy	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	HeadingAccuracy	Height_in_Cms	Interceptions	International_Reputation	Jersey_Number	Jumping	LAM	LB	LCB	LCM	LDM	LF	LM	LongPassing	LongShots	LS	LW	LWB	Marking	Name	Nationality	Overall	Penalties	Position	Positioning	Potential	Preferred_Foot	RAM	RB	RCB	RCM	RDM	Reactions	RF	RM	RS	RW	RWB	ShortPassing	ShotPower	Skill_Moves	SlidingTackle	SprintSpeed	ST	Stamina	StandingTackle	Strength	Value_in_Pounds	Vision	Volleys	Wage_in_Pounds	Weak_Foot	Weight_in_Pounds	Work_Rate
0	91.0	31	48.0	91.0	95.0	96.0	Lean	95	49	63	95	FC Barcelona	86	96.0	84.0	93.0	97.0	95.0	94.0	6.0	11.0	15.0	14.0	8.0	70.0	170.18	22.0	5.0	10.0	68.0	95	61	49	86	63	95	93	87.0	94.0	90	94	66	33.0	L. Messi	Argentina	94	75.0	F	94.0	94	Left	95	61	49	86	63	95.0	95	93	90	94	66	90.0	85.0	4.0	26.0	86.0	90	72.0	28.0	59.0	110500000.0	94.0	86.0	565000.0	4.0	159	Medium/ Medium
1	89.0	33	63.0	87.0	70.0	94.0	Normal	91	56	64	93	Juventus	84	95.0	84.0	81.0	88.0	94.0	76.0	7.0	11.0	15.0	14.0	11.0	89.0	187.96	29.0	5.0	7.0	95.0	91	64	56	84	64	93	91	77.0	93.0	94	92	68	28.0	Cristiano Ronaldo	Portugal	94	85.0	F	95.0	94	Right	91	64	56	84	64	96.0	93	91	94	92	68	81.0	95.0	5.0	23.0	91.0	94	88.0	31.0	79.0	77000000.0	82.0	87.0	405000.0	4.0	183	High/ Low
2	94.0	26	56.0	96.0	84.0	95.0	Lean	92	50	63	92	Paris Saint-Germain	84	94.0	79.0	88.0	96.0	87.0	87.0	9.0	9.0	15.0	15.0	11.0	62.0	175.26	36.0	5.0	10.0	61.0	92	63	50	84	63	92	91	78.0	82.0	87	92	68	27.0	Neymar Jr	Brazil	92	81.0	M	89.0	93	Right	92	63	50	84	63	94.0	92	91	87	92	68	84.0	80.0	5.0	33.0	90.0	87	81.0	24.0	49.0	118500000.0	87.0	84.0	290000.0	5.0	150	High/ Medium
3	57.0	27	38.0	60.0	43.0	42.0	Lean	0	0	0	0	Manchester United	0	68.0	17.0	21.0	18.0	13.0	19.0	90.0	85.0	87.0	88.0	94.0	21.0	193.04	30.0	4.0	1.0	67.0	0	0	0	0	0	0	0	51.0	12.0	0	0	0	15.0	De Gea	Spain	91	40.0	GK	12.0	93	Right	0	0	0	0	0	90.0	0	0	0	0	0	50.0	31.0	1.0	13.0	58.0	0	43.0	21.0	64.0	72000000.0	68.0	13.0	260000.0	3.0	168	Medium/ Medium
4	78.0	27	76.0	79.0	77.0	91.0	Normal	91	69	80	90	Manchester City	90	88.0	93.0	85.0	86.0	82.0	83.0	15.0	13.0	5.0	10.0	13.0	55.0	180.34	61.0	4.0	7.0	63.0	91	76	69	90	80	90	91	91.0	91.0	85	90	80	68.0	K. De Bruyne	Belgium	91	79.0	M	87.0	92	Right	91	76	69	90	80	91.0	90	91	85	90	80	92.0	91.0	4.0	51.0	76.0	85	90.0	58.0	75.0	102000000.0	94.0	82.0	355000.0	5.0	154	High/ High
5	94.0	27	54.0	95.0	94.0	94.0	Normal	92	52	66	91	Chelsea	85	91.0	81.0	83.0	95.0	84.0	79.0	11.0	12.0	6.0	8.0	8.0	61.0	172.72	41.0	4.0	10.0	56.0	92	63	52	85	66	91	92	83.0	80.0	86	92	69	34.0	E. Hazard	Belgium	91	86.0	F	87.0	91	Right	92	63	52	85	66	90.0	91	92	86	92	69	89.0	82.0	4.0	22.0	88.0	86	83.0	27.0	66.0	93000000.0	89.0	80.0	340000.0	4.0	163	High/ Medium
6	80.0	32	62.0	93.0	94.0	93.0	Lean	90	74	84	87	Real Madrid	91	84.0	86.0	85.0	90.0	72.0	78.0	13.0	9.0	7.0	14.0	9.0	55.0	172.72	83.0	4.0	10.0	68.0	90	82	74	91	84	87	89	88.0	82.0	80	88	85	60.0	L. Modrić	Croatia	91	82.0	M	79.0	91	Right	90	82	74	91	84	90.0	87	89	80	88	85	93.0	79.0	4.0	73.0	72.0	80	89.0	76.0	58.0	67000000.0	92.0	76.0	420000.0	4.0	146	High/ High
7	86.0	31	87.0	82.0	83.0	90.0	Normal	90	68	73	92	FC Barcelona	84	85.0	77.0	86.0	87.0	93.0	84.0	27.0	25.0	31.0	33.0	37.0	77.0	182.88	41.0	5.0	9.0	69.0	90	71	68	84	73	92	89	64.0	85.0	92	91	74	62.0	L. Suárez	Uruguay	91	85.0	F	92.0	91	Right	90	71	68	84	73	92.0	92	89	92	91	74	82.0	86.0	3.0	38.0	75.0	92	90.0	45.0	83.0	80000000.0	84.0	88.0	455000.0	4.0	190	High/ Medium
8	76.0	32	88.0	78.0	66.0	84.0	Normal	74	90	87	74	Real Madrid	78	82.0	66.0	74.0	63.0	60.0	72.0	11.0	8.0	9.0	7.0	11.0	91.0	182.88	90.0	4.0	15.0	93.0	74	87	90	78	87	74	75	77.0	59.0	76	73	84	87.0	Sergio Ramos	Spain	91	75.0	D	60.0	91	Right	74	87	90	78	87	85.0	74	75	76	73	84	78.0	79.0	3.0	91.0	75.0	76	84.0	92.0	83.0	51000000.0	63.0	66.0	380000.0	3.0	181	High/ Medium
9	43.0	25	34.0	67.0	49.0	16.0	Normal	0	0	0	0	Atlético Madrid	0	70.0	13.0	13.0	12.0	11.0	14.0	86.0	92.0	78.0	88.0	89.0	15.0	187.96	19.0	3.0	1.0	76.0	0	0	0	0	0	0	0	26.0	12.0	0	0	0	27.0	J. Oblak	Slovenia	90	11.0	GK	11.0	93	Right	0	0	0	0	0	86.0	0	0	0	0	0	29.0	22.0	1.0	18.0	60.0	0	41.0	12.0	78.0	68000000.0	70.0	13.0	94000.0	3.0	192	Medium/ Medium

Last rows

	Acceleration	Age	Aggression	Agility	Balance	BallControl	Body_Type	CAM	CB	CDM	CF	Club	CM	Composure	Crossing	Curve	Dribbling	Finishing	FKAccuracy	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	HeadingAccuracy	Height_in_Cms	Interceptions	International_Reputation	Jersey_Number	Jumping	LAM	LB	LCB	LCM	LDM	LF	LM	LongPassing	LongShots	LS	LW	LWB	Marking	Name	Nationality	Overall	Penalties	Position	Positioning	Potential	Preferred_Foot	RAM	RB	RCB	RCM	RDM	Reactions	RF	RM	RS	RW	RWB	ShortPassing	ShotPower	Skill_Moves	SlidingTackle	SprintSpeed	ST	Stamina	StandingTackle	Strength	Value_in_Pounds	Vision	Volleys	Wage_in_Pounds	Weak_Foot	Weight_in_Pounds	Work_Rate
18197	68.0	18	37.0	58.0	62.0	51.0	Normal	51	42	46	50	Cork City	49	52.0	44.0	48.0	50.0	44.0	46.0	13.0	6.0	9.0	10.0	15.0	36.0	177.80	28.0	1.0	14.0	55.0	51	46	42	49	46	50	51	52.0	37.0	47	51	47	41.0	D. Holland	Republic of Ireland	47	49.0	M	39.0	61	Right	51	46	42	49	46	41.0	50	51	47	51	47	53.0	50.0	2.0	38.0	62.0	47	50.0	47.0	38.0	60000.0	48.0	43.0	1000.0	3.0	141	Medium/ Medium
18198	18.0	18	25.0	22.0	47.0	11.0	Lean	0	0	0	0	Burton Albion	0	34.0	14.0	13.0	10.0	8.0	10.0	46.0	52.0	58.0	42.0	48.0	14.0	180.34	6.0	1.0	22.0	56.0	0	0	0	0	0	0	0	21.0	5.0	0	0	0	15.0	J. Livesey	England	47	14.0	GK	5.0	70	Right	0	0	0	0	0	36.0	0	0	0	0	0	19.0	26.0	1.0	13.0	24.0	0	20.0	11.0	38.0	60000.0	37.0	8.0	1000.0	2.0	154	Medium/ Medium
18199	60.0	18	53.0	53.0	55.0	47.0	Lean	46	50	50	46	Vancouver Whitecaps FC	47	40.0	31.0	35.0	46.0	31.0	31.0	7.0	7.0	9.0	14.0	15.0	41.0	167.64	49.0	1.0	65.0	57.0	46	49	50	47	50	46	47	55.0	30.0	44	45	49	48.0	M. Baldisimo	Canada	47	36.0	M	35.0	69	Right	46	49	50	47	50	46.0	46	47	44	45	49	51.0	49.0	2.0	49.0	63.0	44	42.0	49.0	43.0	70000.0	40.0	26.0	1000.0	3.0	150	Medium/ High
18200	65.0	18	26.0	64.0	80.0	41.0	Lean	46	29	30	47	Swindon Town	39	50.0	28.0	32.0	39.0	47.0	25.0	11.0	15.0	12.0	12.0	11.0	47.0	175.26	16.0	1.0	21.0	77.0	46	32	29	39	30	47	43	30.0	51.0	47	46	33	15.0	J. Young	Scotland	47	58.0	F	46.0	62	Left	46	32	29	39	30	54.0	47	43	47	46	33	42.0	44.0	2.0	14.0	48.0	47	31.0	17.0	31.0	60000.0	37.0	37.0	1000.0	2.0	157	Medium/ Medium
18201	52.0	18	44.0	39.0	48.0	32.0	Lean	30	48	40	32	Waterford FC	32	43.0	22.0	21.0	21.0	23.0	27.0	9.0	10.0	9.0	11.0	13.0	45.0	185.42	45.0	1.0	29.0	74.0	30	44	48	32	40	32	32	27.0	16.0	34	31	41	44.0	D. Walsh	Republic of Ireland	47	38.0	D	20.0	68	Left	30	44	48	32	40	43.0	32	32	34	31	41	25.0	39.0	2.0	53.0	52.0	34	39.0	47.0	52.0	60000.0	31.0	27.0	1000.0	3.0	168	Medium/ Medium
18202	54.0	19	46.0	60.0	76.0	43.0	Lean	47	47	47	46	Crewe Alexandra	47	45.0	34.0	30.0	42.0	38.0	34.0	10.0	13.0	7.0	8.0	9.0	40.0	175.26	46.0	1.0	22.0	55.0	47	47	47	47	47	46	46	45.0	38.0	44	46	46	40.0	J. Lundstram	England	47	43.0	M	39.0	65	Right	47	47	47	47	47	49.0	46	46	44	46	46	49.0	43.0	2.0	47.0	57.0	44	40.0	48.0	47.0	60000.0	52.0	25.0	1000.0	2.0	134	Medium/ Medium
18203	41.0	19	47.0	38.0	52.0	40.0	Normal	42	34	33	44	Trelleborgs FF	37	42.0	23.0	32.0	39.0	52.0	20.0	10.0	9.0	9.0	5.0	12.0	52.0	190.50	16.0	1.0	21.0	47.0	42	31	34	37	33	44	40	25.0	42.0	47	41	32	22.0	N. Christoffersson	Sweden	47	43.0	F	46.0	63	Right	42	31	34	37	33	40.0	44	40	47	41	32	43.0	41.0	2.0	19.0	39.0	47	43.0	15.0	67.0	60000.0	33.0	36.0	1000.0	2.0	170	Medium/ Medium
18204	70.0	16	32.0	50.0	58.0	44.0	Normal	46	30	32	48	Cambridge United	40	41.0	25.0	38.0	45.0	40.0	27.0	6.0	5.0	10.0	6.0	13.0	46.0	172.72	15.0	1.0	33.0	60.0	46	35	30	40	32	48	46	28.0	45.0	47	47	36	32.0	B. Worman	England	47	55.0	F	48.0	67	Right	46	35	30	40	32	47.0	48	46	47	47	36	38.0	45.0	2.0	11.0	69.0	47	55.0	13.0	32.0	60000.0	43.0	38.0	1000.0	3.0	148	Medium/ Medium
18205	61.0	17	33.0	52.0	71.0	52.0	Lean	47	33	34	48	Tranmere Rovers	41	46.0	44.0	34.0	51.0	50.0	32.0	14.0	6.0	14.0	8.0	9.0	39.0	177.80	22.0	1.0	34.0	42.0	47	37	33	41	34	48	48	32.0	34.0	49	49	38	20.0	D. Walker-Rice	England	47	50.0	M	44.0	66	Right	47	37	33	41	34	21.0	48	48	49	49	38	42.0	64.0	2.0	27.0	60.0	49	40.0	25.0	48.0	60000.0	47.0	40.0	1000.0	3.0	154	Medium/ Medium
18206	57.0	16	56.0	55.0	63.0	51.0	Lean	47	49	48	46	Tranmere Rovers	47	43.0	41.0	40.0	43.0	34.0	34.0	10.0	15.0	9.0	12.0	9.0	46.0	177.80	42.0	1.0	33.0	62.0	47	48	49	47	48	46	48	44.0	32.0	45	47	48	40.0	G. Nugent	England	46	33.0	M	34.0	66	Right	47	48	49	47	48	51.0	46	48	45	47	48	48.0	43.0	2.0	50.0	55.0	45	47.0	43.0	60.0	60000.0	49.0	30.0	1000.0	3.0	176	Medium/ Medium

Overview

Variables

Correlations

Missing values

Matrix

Count

Sample

First rows

Last rows